$ loading_
Help Claude Code use Kimi for code review, debugging, and architecture evaluation.
Copy the install command and let the AI configure it · recommended for beginners
No copy-paste install info for "Kimi MCP Server" yet — see the docs or source repo.
Use the Kimi MCP Server to perform a strict review of this PR, focusing on potential bugs, missing error handling, performance issues, and maintainability risks. List findings by severity.
A structured code review report with issues, severity levels, and recommended fixes.
Use the Kimi MCP Server to analyze the following error logs and related code, infer the most likely root cause, provide debugging steps, and suggest a minimal viable fix.
Root cause analysis, a debugging path, and actionable fix recommendations.
Use the Kimi MCP Server to evaluate this system architecture, challenging it on scalability, reliability, coupling, deployment complexity, and cost, then suggest improvements.
An architecture assessment with key risks, trade-off analysis, and optimization directions.
Use Kimi Code tools for files, shell, web, and agent workflows.
Enable Claude Code to orchestrate multiple LLMs for coding and complex tasks.
Provide Kimi with unified file, search, research, code review, and testing tools.
Run autonomous code changes in a sandbox and return reviewable Git diffs.
Provide persistent memory for Kimi Code CLI across sessions and structured knowledge.
Add persistent memory, file learning, and smart retrieval to Kimi Code CLI.